Generalized Linear Models (GLM) for Large Data Sets


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Documentation for package ‘bigReg’ version 0.1.2

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asInteger converts numeric vector to integer
bglm Function to carry out generalized linear regression on a data_frame data object
bglm_predict predict function for bglm object
binomial_ binomial family function
blm Function to carry out linear regression on a data_frame data object
CreateFactor creates factor from numeric vector and character vector as levels
data_frame function to create a data_frame object
data_matrix function to create a data_frame object
family_ family function
Gamma_ Gamma family function
gaussian_ gaussian family function
inverse.gaussian_ inverse.gaussian family function
load_data_frame function to load data_frame object
load_data_matrix function to load data_frame object
myIn finds whether x is in y
mySeq mySeq function to sequence integers
plasma plasma data from the HSAUR package
poisson_ poisson family function
print.bglm print function for the bglm object
print.blm print function for the blm object
print.data_frame print function for a data_frame
print.data_matrix print function for a data_matrix
print.summary.bglm Function to print the summary object from the bglm object
print.summary.blm Function to print the summary object from the blm object
process_bglm_block Function to print the summary object from the blm object
quasibinomial_ quasibinomial family function
quasipoisson_ quasipoisson family function
quasi_ quasi family function
readNumericVector reads numeric vector to file
read_df_block read data frame block from file
read_df_blocks read multiple blocks of data frames from file
read_matrix_block read matrix block from file
read_matrix_blocks read matrix blocks from file
r_bind row binding for benchmarking ...
summary.bglm summary function for the bglm object
summary.blm summary function for the blm object
sum_bglm_block The reduction function for the algorithm
SVD Singular value decomposition of the aggregated list from XWXMatrix(W) functions
writeNumericVector writes numeric vector to file
write_numeric_vector writes numeric vector to file
XWXMatrix Calculation of iterative regression components
XWXMatrixW Calculation of iterative regression components